{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ba49f491",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Face Recognition Bootcamp Project using Milvus Vector Database.\n",
    "\n",
    "This demo uses [Milvus Vector Database](https://milvus.io/) for storing face embeddings & performing face similaity search based on those stored embeddings. Milvus is a vector similarity search engine, a tool that lets you quickly find the closest matching vector in a pool of billions of vectors.\n",
    "\n",
    "The system architecture is as below:\n",
    "<p align=\"center\">\n",
    "<img src=\"workflow.png\" width = \"500\" height = \"600\" alt=\"system_arch\" />\n",
    "</p>\n",
    "\n",
    "## Data Source\n",
    "\n",
    "This demo uses the dataset of around 800k images consisting of 1100 Famous Celebrities and an Unknown class to classify unknown faces. All the images have been scraped from Google and contains no duplicate images. Each Celebrity class(folder) consists approximately 700-800 images and the Unknown class consists of 100k images.\n",
    "\n",
    "> Note: You can also use other images for testing. This system supports the following formats: .jpg and .png.\n",
    "Directory Structure:  \n",
    "The file loader used in this requires that the folders containing the images are subfolders. \n",
    "\n",
    "```bash\n",
    "── celeb_reorganized  \n",
    "    |── 1\n",
    "    |   |── image1.jpg  \n",
    "    |   |── image2.jpg\n",
    "    |   |── .....\n",
    "    |── 2\n",
    "        |── imageX.jpg  \n",
    "        |── ...\n",
    "   |── ...\n",
    "```\n",
    "\n",
    "> Note: You can also use other images for testing. This example only requires that the images are PIL compatible."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "679fbb82",
   "metadata": {},
   "source": [
    "## Requirements\n",
    "\n",
    "|  Packages |  Servers |\n",
    "| --------------- | -------------- |\n",
    "| pymilvus        | milvus-2.0   |\n",
    "| facenet_pytorch |\n",
    "| torch |\n",
    "| torchvision |\n",
    "| matplotlib |\n",
    "| pillow |\n",
    "| numpy |\n",
    "| pandas |\n",
    "| gdown |\n",
    "\n",
    "Refer to [requirements.txt](./requirements.txt) for required packages. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d01a8fa6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Up and Running"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc8239f0",
   "metadata": {},
   "source": [
    "### Install Packages\n",
    "Install the required python packages with `requirements.txt`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dcf48033",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: facenet_pytorch in /home/sp-lit/.local/lib/python3.10/site-packages (from -r requirements.txt (line 1)) (2.5.2)\n",
      "Requirement already satisfied: matplotlib in /usr/lib/python3/dist-packages (from -r requirements.txt (line 2)) (3.5.1)\n",
      "Requirement already satisfied: numpy in /usr/lib/python3/dist-packages (from -r requirements.txt (line 3)) (1.21.5)\n",
      "Requirement already satisfied: pandas in /home/sp-lit/.local/lib/python3.10/site-packages (from -r requirements.txt (line 4)) (1.5.0)\n",
      "Requirement already satisfied: Pillow in /usr/lib/python3/dist-packages (from -r requirements.txt (line 5)) (9.0.1)\n",
      "Requirement already satisfied: torch in /home/sp-lit/.local/lib/python3.10/site-packages (from -r requirements.txt (line 6)) (1.12.1)\n",
      "Requirement already satisfied: torchvision in /home/sp-lit/.local/lib/python3.10/site-packages (from -r requirements.txt (line 7)) (0.13.1)\n",
      "Requirement already satisfied: pymilvus in /home/sp-lit/.local/lib/python3.10/site-packages (from -r requirements.txt (line 8)) (1.1.0)\n",
      "Requirement already satisfied: requests in /usr/lib/python3/dist-packages (from facenet_pytorch->-r requirements.txt (line 1)) (2.25.1)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/lib/python3/dist-packages (from pandas->-r requirements.txt (line 4)) (2.8.1)\n",
      "Requirement already satisfied: pytz>=2020.1 in /usr/lib/python3/dist-packages (from pandas->-r requirements.txt (line 4)) (2022.1)\n",
      "Requirement already satisfied: typing-extensions in /home/sp-lit/.local/lib/python3.10/site-packages (from torch->-r requirements.txt (line 6)) (4.3.0)\n",
      "Requirement already satisfied: grpcio>=1.22.0 in /home/sp-lit/.local/lib/python3.10/site-packages (from pymilvus->-r requirements.txt (line 8)) (1.47.0)\n",
      "Requirement already satisfied: ujson>=2.0.0 in /home/sp-lit/.local/lib/python3.10/site-packages (from pymilvus->-r requirements.txt (line 8)) (5.4.0)\n",
      "Requirement already satisfied: grpcio-tools>=1.22.0 in /home/sp-lit/.local/lib/python3.10/site-packages (from pymilvus->-r requirements.txt (line 8)) (1.47.0)\n",
      "Requirement already satisfied: six>=1.5.2 in /usr/lib/python3/dist-packages (from grpcio>=1.22.0->pymilvus->-r requirements.txt (line 8)) (1.16.0)\n",
      "Requirement already satisfied: protobuf<4.0dev,>=3.12.0 in /usr/lib/python3/dist-packages (from grpcio-tools>=1.22.0->pymilvus->-r requirements.txt (line 8)) (3.12.4)\n",
      "Requirement already satisfied: setuptools in /usr/lib/python3/dist-packages (from grpcio-tools>=1.22.0->pymilvus->-r requirements.txt (line 8)) (59.6.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c51deebf",
   "metadata": {},
   "source": [
    "### Start Milvus\n",
    "\n",
    "First, you need to start Milvus & Mysql servers.\n",
    "Refer [Milvus Standalone](https://milvus.io/docs/v2.0.0/install_standalone-docker.md) for how to install Milvus. Please note the Milvus version should match pymilvus version in [config.py](./server/src/config.py)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "86f3963c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "79e159a1d30a\n",
      "ace809e069b3\n",
      "94f170cc4695\n"
     ]
    }
   ],
   "source": [
    "! docker kill $(docker ps -a -q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "94acccc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "79e159a1d30a\r\n",
      "ace809e069b3\r\n",
      "94f170cc4695\r\n"
     ]
    }
   ],
   "source": [
    "! docker rm $(docker ps -a -q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1e8022fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1A\u001b[1B\u001b[0G\u001b[?25l[+] Running 2/0\n",
      "\u001b[34m ⠿ Container milvus-etcd        Created                                    0.1s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Created                                    0.1s\n",
      "\u001b[0m\u001b[37m ⠋ Container milvus-standalone  Creating                                   0.0s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 1/3\n",
      "\u001b[37m ⠿ Container milvus-etcd        Starting                                   0.2s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-minio       Starting                                   0.2s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 1/3\n",
      "\u001b[37m ⠿ Container milvus-etcd        Starting                                   0.3s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-minio       Starting                                   0.3s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 1/3\n",
      "\u001b[37m ⠿ Container milvus-etcd        Starting                                   0.4s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-minio       Starting                                   0.4s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 1/3\n",
      "\u001b[37m ⠿ Container milvus-etcd        Starting                                   0.5s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-minio       Starting                                   0.5s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 1/3\n",
      "\u001b[37m ⠿ Container milvus-etcd        Starting                                   0.6s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-minio       Starting                                   0.6s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 1/3\n",
      "\u001b[37m ⠿ Container milvus-etcd        Starting                                   0.7s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-minio       Starting                                   0.7s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l\u001b[34m[+] Running 3/3\u001b[0m\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l\u001b[34m[+] Running 3/3\u001b[0m\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l\u001b[34m[+] Running 3/3\u001b[0m\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l\u001b[34m[+] Running 3/3\u001b[0m\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l\u001b[34m[+] Running 3/3\u001b[0m\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Created                                    0.1s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 2/3\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-standalone  Starting                                   1.2s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 2/3\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-standalone  Starting                                   1.3s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 2/3\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-standalone  Starting                                   1.4s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 2/3\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-standalone  Starting                                   1.5s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l[+] Running 2/3\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[37m ⠿ Container milvus-standalone  Starting                                   1.6s\n",
      "\u001b[0m\u001b[?25h\u001b[1A\u001b[1A\u001b[1A\u001b[1A\u001b[0G\u001b[?25l\u001b[34m[+] Running 3/3\u001b[0m\n",
      "\u001b[34m ⠿ Container milvus-etcd        Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-minio       Started                                    0.8s\n",
      "\u001b[0m\u001b[34m ⠿ Container milvus-standalone  Started                                    1.6s\n",
      "\u001b[0m\u001b[?25h"
     ]
    }
   ],
   "source": [
    "! docker-compose up -d"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2366da9a",
   "metadata": {},
   "source": [
    "### Confirm the running state of Milvus: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cd900448",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CONTAINER ID   IMAGE                                      COMMAND                  CREATED          STATUS                    PORTS                                           NAMES\r\n",
      "47952d6972fb   milvusdb/milvus:v2.0.2                     \"/tini -- milvus run…\"   42 seconds ago   Up 40 seconds             0.0.0.0:19530->19530/tcp, :::19530->19530/tcp   milvus-standalone\r\n",
      "870d464532e1   quay.io/coreos/etcd:v3.5.0                 \"etcd -advertise-cli…\"   42 seconds ago   Up 41 seconds             2379-2380/tcp                                   milvus-etcd\r\n",
      "0b0219549307   minio/minio:RELEASE.2020-12-03T00-03-10Z   \"/usr/bin/docker-ent…\"   42 seconds ago   Up 41 seconds (healthy)   9000/tcp                                        milvus-minio\r\n"
     ]
    }
   ],
   "source": [
    "! docker ps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2bb8a71",
   "metadata": {},
   "source": [
    "### 2. Start API Server\n",
    "\n",
    "Then to start the system server, and it provides HTTP backend services.\n",
    "\n",
    "- **Install the Python packages**\n",
    "\n",
    "```\n",
    "$ git clone https://github.com/Spnetic-5/bootcamp.git\n",
    "$ cd bootcamp/solutions/face_recognition_system/\n",
    "$ pip install -m requirements.txt\n",
    "```\n",
    "\n",
    "- **Set configuration**\n",
    "\n",
    "Modify the parameters according to your own environment. Here listing some parameters that need to be set, for more information please refer to [config.py](./server/src/config.py).\n",
    "\n",
    "| **Parameter**    | **Description**                                       | **Default setting** |\n",
    "| ---------------- | ----------------------------------------------------- | ------------------- |\n",
    "| MILVUS_HOST      | The IP address of Milvus, you can get it by ifconfig. | 127.0.0.1           |\n",
    "| MILVUS_PORT      | Port of Milvus.                                       | 19530               |\n",
    "| VECTOR_DIMENSION | Dimension of the vectors.                             | 1000                |\n",
    "| MYSQL_HOST       | The IP address of Mysql.                              | 127.0.0.1           |\n",
    "| MYSQL_PORT       | Port of Mysql.                                        | 3306                |\n",
    "| DEFAULT_TABLE    | The milvus and mysql default collection name.         | milvus_img_search   |\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26c7c417",
   "metadata": {},
   "source": [
    "### **Prepare the dataset for Milvus Search Engine**\n",
    "\n",
    "```\n",
    "$ python3 prepare_data.py\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7127b7ec",
   "metadata": {},
   "source": [
    "## Code Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8884ff3",
   "metadata": {},
   "source": [
    "### Connecting to Servers\n",
    "\n",
    "We first start off by connecting to the servers. In this case the docker containers are running on localhost and the ports are the default ports. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "11e711cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Neccessary Imports\n",
    "import torch\n",
    "import os\n",
    "import pickle\n",
    "import prepare_data\n",
    "import argparse\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "from pymilvus import (\n",
    "    connections,\n",
    "    utility,\n",
    "    FieldSchema,\n",
    "    CollectionSchema,\n",
    "    DataType,\n",
    "    Collection,\n",
    ")\n",
    "# from milvus import Milvus, IndexType, MetricType, Status\n",
    "\n",
    "from PIL import Image, ImageDraw\n",
    "from facenet_pytorch import MTCNN, InceptionResnetV1\n",
    "from torchvision import datasets\n",
    "from torch.utils.data import DataLoader\n",
    "from  matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "013946af",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting configuration\n",
    "_HOST = '127.0.0.1'\n",
    "\n",
    "_PORT = '19530' \n",
    "\n",
    "collection_name = 'celebrity_faces_'\n",
    "\n",
    "_DIM = 512  \n",
    "\n",
    "_INDEX_FILE_SIZE = 32  \n",
    "\n",
    "id_to_identity = None\n",
    "\n",
    "# Connecting to Server\n",
    "# milvus = Milvus(_HOST, _PORT)\n",
    "connections.connect(\"default\", host=_HOST, port=_PORT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7cee7e37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on device: cpu 💻️\n"
     ]
    }
   ],
   "source": [
    "# Selecting the device CPU/GPU \n",
    "workers = 0 if os.name == 'nt' else 4\n",
    "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n",
    "print('Running on device: {} 💻️'.format(device))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c86f8612",
   "metadata": {},
   "source": [
    "### Face Detection using MTCNN model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d097752",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Face detection using MTCNN\n",
    "mtcnn = MTCNN(\n",
    "        image_size=160, margin=0, min_face_size=20,\n",
    "        thresholds=[0.6, 0.7, 0.7], factor=0.709, post_process=True, keep_all=True,\n",
    "        device=device\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5812134d",
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet = InceptionResnetV1(pretrained='vggface2').eval().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb438eb7",
   "metadata": {},
   "source": [
    "### Turning all of the image data into embeddings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "63bf9418",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turns all the celeb image data into embeddings.\n",
    "def preprocess_images():\n",
    "\n",
    "    def collate_fn(x):\n",
    "        return x[0]\n",
    "\n",
    "    dataset = datasets.ImageFolder('./celeb_reorganized')\n",
    "    dataset.idx_to_class = {i:c for c, i in dataset.class_to_idx.items()}\n",
    "    loader = DataLoader(dataset, collate_fn=collate_fn, num_workers=workers)\n",
    "\n",
    "\n",
    "    encoded = []\n",
    "    identity = []\n",
    "    count = len(loader)\n",
    "\n",
    "    for x, y in loader:\n",
    "        try:\n",
    "            x_aligned, prob = mtcnn(x, return_prob=True)\n",
    "        except:\n",
    "            print(x)\n",
    "            plt.imshow(x)\n",
    "            plt.show()\n",
    "        if x_aligned is not None:\n",
    "            x_aligned = x_aligned.to(device)\n",
    "            embeddings = resnet(x_aligned).detach().cpu()\n",
    "            embeddings = embeddings.numpy()\n",
    "            encoded.append(embeddings)\n",
    "            for x in range(embeddings.shape[0]):\n",
    "                identity.append(dataset.idx_to_class[y])\n",
    "            if count %1000 == 0:\n",
    "                print(count, x_aligned.shape, dataset.idx_to_class[y])\n",
    "            count -= 1\n",
    "           \n",
    "    encoded = np.concatenate(encoded, 0)\n",
    "    encoded = np.squeeze(encoded)\n",
    "    print(encoded.shape)\n",
    "    identity = np.array(identity)\n",
    "    np.save(\"identity_save.npy\", identity)\n",
    "    np.save(\"encoded_save.npy\", encoded)\n",
    "    encoded = np.load(\"encoded_save.npy\")\n",
    "    identity = np.load(\"identity_save.npy\")\n",
    "    print(encoded.shape, identity.shape)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "342c8bea",
   "metadata": {},
   "source": [
    "### Creating Milvus collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ba306d5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creates a milvus collection\n",
    "def create_collection():\n",
    "    global id_to_identity\n",
    "    global collection\n",
    "    print(\"Creating a collection on Milvus Database...📊️\")\n",
    "    if not utility.has_collection(collection_name):\n",
    "        fields = [\n",
    "        FieldSchema(name='id', dtype=DataType.INT64, descrition='ids', is_primary=True, auto_id=False),\n",
    "        FieldSchema(name='embedding', dtype=DataType.FLOAT_VECTOR, descrition='embedding vectors', dim=_DIM)\n",
    "        ]\n",
    "        schema = CollectionSchema(fields=fields, description='face recognition system')\n",
    "        collection = Collection(name=collection_name, schema=schema)\n",
    "        print(\"Collection created.✅️\")\n",
    "    \n",
    "        # Indexing the collection\n",
    "        print(\"Indexing the Collection...🔢️\")\n",
    "        # create IVF_FLAT index for collection.\n",
    "        index_params = {\n",
    "            'metric_type':'L2',\n",
    "            'index_type':\"IVF_FLAT\",\n",
    "            'params':{\"nlist\":4096}\n",
    "        }\n",
    "        collection.create_index(field_name=\"embedding\", index_params=index_params)\n",
    "        print(\"Collection indexed.✅️\")\n",
    "        return 1  \n",
    "    else:\n",
    "        print(\"Collection present already.\")\n",
    "        collection = Collection(collection_name)\n",
    "        # first_load()\n",
    "        # utility.drop_collection(collection_name)\n",
    "        # print(\"Collection Dropped\")\n",
    "        try:\n",
    "            with open ('id_to_class', 'rb') as fp:\n",
    "                id_to_identity = pickle.load(fp)\n",
    "            return 0\n",
    "        except:\n",
    "            return 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a8c1f601",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def split(a, n):\n",
    "    k, m = divmod(len(a), n)\n",
    "    return (a[i*k+min(i, m):(i+1)*k+min(i+1, m)] for i in range(n))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96d8e9b2",
   "metadata": {},
   "source": [
    "### Importing embeddings into the created collection on Milvus Database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "999dcd28",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Imports all the celeb embeddings into the created collection\n",
    "def first_load():\n",
    "    global id_to_identity\n",
    "    global collection\n",
    "    print(\"Loading in encoded vectors...\")\n",
    "    encoded = np.load(\"encoded_save.npy\")\n",
    "    identity = np.load(\"identity_save.npy\")\n",
    "\n",
    "    encoded = np.array_split(encoded, 4, axis=0)\n",
    "    identity = identity.astype(int)\n",
    "\n",
    "    identity = np.array_split(identity, 4, axis=0)\n",
    "\n",
    "    id_to_identity = []\n",
    "\n",
    "    entities = [0,0]\n",
    "    embeddings = []\n",
    "    indexing = []\n",
    "    counter = 1\n",
    "    for encode in encoded:\n",
    "        for embed in encode:\n",
    "            embeddings.append(embed)\n",
    "            indexing.append(counter)\n",
    "            counter += 1\n",
    "            # print(counter)\n",
    "\n",
    "    indexing = list(split(indexing, 5))\n",
    "    embeddings = list(split(embeddings, 5))\n",
    "\n",
    "    for i in range(5):\n",
    "        entities[0] = indexing[i]\n",
    "        entities[1] = embeddings[i]\n",
    "        print(\"Initiating Data Insertion {}\".format(i))\n",
    "        print(collection.insert(entities))\n",
    "        print(\"Data Inserted {}\".format(i))\n",
    "\n",
    "    for x in range(len(encoded)):\n",
    "        for z in range(len(indexing)):\n",
    "            id_to_identity.append((indexing[z], identity[x][z]))\n",
    "    print(\"Id to identity Done\")\n",
    "    collection.load()\n",
    "\n",
    "    with open('id_to_class', 'wb') as fp:\n",
    "        pickle.dump(id_to_identity, fp)\n",
    "    print(\"Vectors loaded in.✅️\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5831318a",
   "metadata": {},
   "source": [
    "### Extract the embeddings of detected Faces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "63fb8ef3",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Gets embeddings for all the faces in the image. \n",
    "def get_image_vectors(file_loc):\n",
    "    img = Image.open(file_loc)\n",
    "    bbx, prob = mtcnn.detect(img)\n",
    "    embeddings = None\n",
    "    if (bbx is not None):\n",
    "        face_cropped = mtcnn.extract(img,bbx,None).to(device)\n",
    "        embeddings = resnet(face_cropped).detach().cpu()\n",
    "        embeddings = embeddings.numpy()\n",
    "        draw = ImageDraw.Draw(img)\n",
    "        for i, box in enumerate(bbx):\n",
    "            draw.rectangle(box.tolist(), outline=(255,0,0))\n",
    "            draw.text((box.tolist()[0] + 2,box.tolist()[1]), \"Face-\" + str(i), fill=(255,0,0))\n",
    "\n",
    "    return embeddings, img\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b6be61d",
   "metadata": {},
   "source": [
    "### Indexing the data for faster Similarity search"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adf2afca",
   "metadata": {},
   "source": [
    "### Similarity Search\n",
    "\n",
    "In order to search similar items for or retrieve a given image, we first put the image through the face detection & embedding process as which was used in the previous step of image storage. Then we get a vector for the input image and go through Milvus with similarity search of vectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "576e7801",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Search for the nearest neighbor of the given image. \n",
    "def search_image(file_loc):\n",
    "    global collection\n",
    "    query_vectors, insert_image = get_image_vectors(file_loc)\n",
    "    \n",
    "    print(\"Searching for the image ...🧐️\")\n",
    "    \n",
    "    search_params = {\n",
    "        \"params\": {\"nprobe\": 2056},\n",
    "    }\n",
    "    results = collection.search(query_vectors, \"embedding\", search_params, limit=3)\n",
    "    print(results)\n",
    "\n",
    "    if results:\n",
    "        temp = []\n",
    "        plt.imshow(insert_image)\n",
    "        for x in range(len(results)):\n",
    "            for i, v in id_to_identity:\n",
    "                if results[x][0].id == i:\n",
    "                    temp.append(v)\n",
    "        # print(temp)\n",
    "        for i, x in enumerate(temp):\n",
    "            fig = plt.figure()\n",
    "            fig.suptitle('Face-' + str(i) + \", Celeb Folder: \" + str(x))\n",
    "            currentFolder = './celeb_reorganized/' + str(x)\n",
    "            total = min(len(os.listdir(currentFolder)), 6)\n",
    "\n",
    "            for i, file in enumerate(os.listdir(currentFolder)[0:total], 1):\n",
    "                fullpath = currentFolder+ \"/\" + file\n",
    "                img = mpimg.imread(fullpath)\n",
    "                plt.subplot(2, 3, i)\n",
    "                plt.imshow(img)\n",
    "        plt.show(block = False)\n",
    "        if(len(temp))!=0:\n",
    "            print(\"Wohoo, Similar Images found!🥳️\")\n",
    "        print(temp)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3f4a27b",
   "metadata": {},
   "source": [
    "### Delete Collection "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c68dc5d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete the collection\n",
    "def delete_collection():\n",
    "    utility.drop_collection(collection_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31271a94",
   "metadata": {},
   "source": [
    "### Input an image & Test "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c3e361e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating a collection on Milvus Database...📊️\n",
      "Collection is present already!✅️\n",
      "Indexing the data...🔢️\n",
      "Indexed!✅️\n",
      "Searching for the image ...🧐️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wohoo, Similar Images found!🥳️\n",
      "[8328, 5876]\n"
     ]
    }
   ],
   "source": [
    "if not os.path.isdir(\"./celeb_reorganized\"):\n",
    "        print(\"Unzipping Data...\")\n",
    "        prepare_data.unzip()\n",
    "        print(\"Reorganizing Data...\")\n",
    "        prepare_data.reorganize()\n",
    "if not (os.path.isfile(\"./encoded_save.npy\") and os.path.isfile(\"./identity_save.npy\")):\n",
    "    print(\"Processing Images...\")\n",
    "    delete_collection()\n",
    "    preprocess_images()\n",
    "if not (os.path.isfile(\"./id_to_class\")):\n",
    "    delete_collection()\n",
    "if create_collection():\n",
    "    first_load()\n",
    "index()\n",
    "search_image(\"test.jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3e31730",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "This notebook shows how to search for similar faces & perform face recognition with Milvus vector database. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
